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Abstract: Inspired by how humans summarize long documents, we propose an accurate and fast summarization model that first selects salient sentences and then rewrites them abstractively (i.e., compresses and paraphrases) to generate a concise overall summary. We use a novel sentence-level policy gradient method to bridge the non-differentiable computation between these two neural networks in a hierarchical way, while maintaining language fluency. Empirically, we achieve the new state-of-the-art on all metrics (including human evaluation) on the CNN/Daily Mail dataset, as well as significantly higher abstractiveness scores. Moreover, by first operating at the sentence-level and then the word-level, we enable parallel decoding of our neural generative model that results in substantially faster (10-20x) inference speed as well as 4x faster training convergence than previous long-paragraph encoder-decoder models. We also demonstrate the generalization of our model on the test-only DUC-2002 dataset, where we achieve higher scores than a state-of-the-art model.
Comments: ACL 2018 (17 pages)
Multi Trendy Printed Top Yasita Coloured Peplum pQ2tH0rW Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Coloured Multi Printed Yasita Peplum Trendy Top OyNgNnM Cite as: By Lafantar Denim Blue Fasnoya Shirt Casual pjOmpRptr
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ with Frill White Pom Raabta Pom Top OyWajgkHrO
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Yasita
Product Code
APPYASITA-MULTIABHI363554E6DA0B4
Color
Multi
Size
L
Material
Blended
Occasion
Party
Pattern
Printed
Sleeve
3/4th Sleeves
Neck Type
Round Neck
Gender
Women
Set Contents
1
Wash Care
Hand Wash
Style Code
Awc0816ysta048